Topsort vs. legacy
retail media platforms.
Most retail media platforms were built to serve ads. Topsort is AI Commerce Intelligence, one layer for auctions, relevance, optimization and monetization.
One real-time system for auctions, relevance, optimization and measurement.
Topsort vs. legacy platforms.
● Native / unified ◐ Partial, add-on, or requires additional infrastructure
| Capability | Legacy platforms | Topsort |
|---|---|---|
| Decisioning | ||
| Unified ranking, auctions and yield optimization | ◐ | ● |
| Relevance that understands your catalog, even complex hierarchies | ◐ | ● |
| Search, browse and PDP monetization with placement-specific logic | ◐ | ● |
| Real-time bidding and pacing | ◐ | ● |
| Monetization & operations | ||
| CPC, CPM, sponsorship and premium inventory models | ◐ | ● |
| One decisioning layer across onsite, offsite and emerging surfaces | ◐ | ● |
| Advertiser self-service with automated campaign operations | ◐ | ● |
| Infrastructure | ||
| Closed-loop measurement tied to commerce outcomes | ◐ | ● |
| Integrations across catalogs, audiences and demand sources | ◐ | ● |
| Phased migration with production-safe testing | ◐ | ● |
What sets Topsort apart.
Other platforms cover demand, ad serving, workflows or ecosystem activation. Topsort brings the core commerce media stack into one intelligence layer.
| Platform | What it is fundamentally built for | The tradeoff to consider |
|---|---|---|
| Topsort | Unified commerce decisioning and monetization | Designed to be the intelligence layer across auctions, relevance, optimization, measurement, and expansion |
| Criteo | Demand network + commerce media activation | More of the monetization layer sits inside Criteo's ecosystem, reducing operator independence |
| CitrusAd | Sponsored product execution + ecosystem activation | Greater dependence on a broader vendor ecosystem and its underlying architecture |
| Kevel | Ad-serving APIs for custom builds | More decisioning, relevance, optimization, and workflow logic must be configured or built by your team |
| Google Ad Manager (GAM) | Publisher ad serving, inventory management + yield optimization | Commerce-native workflows and monetization require additional systems. |
| Moloco | ML-driven commerce advertising + performance optimization | Strong ML, but a more opinionated platform model with less flexibility around retailer-owned workflows and infrastructure customization |
| Pentaleap | Onsite sponsored product relevance | Broader monetization across channels and workflows may require additional systems or integrations |
| Zitcha | Retail media operations and workflow management | Auctioning and core decisioning may sit outside the platform |
| VTEX Ads | Native commerce-platform advertising | Best fit is tied closely to the VTEX stack, with less portability outside that ecosystem |
Compare Topsort head-to-head.
See how Topsort compares to the platforms teams evaluate alongside it, including what each is built for and the tradeoffs that come with it.
Criteo
Demand-led activation vs. operator-owned commerce intelligence
Kevel
Build-your-own ad infrastructure vs. commerce-native monetization
Google Ad Manager
Publisher ad serving vs. commerce media infrastructure
Moloco
AI performance advertising vs. commerce media infrastructure
CitrusAd
Enterprise ecosystem vs. unified commerce intelligence
VTEX Ads
Commerce-platform advertising vs. independent intelligence layer
Pentaleap
Onsite sponsored product relevance vs. full commerce media infrastructure
Zitcha
Retail media orchestration vs. core decisioning infrastructure
Consolidate without risking revenue.
As retail media grows, disconnected systems mean more integrations, more manual work and slower expansion. Topsort lets you consolidate step by step, with no high-risk cutover.
Map
We map your current placements, demand sources and reporting, so nothing gets lost in the switch.
Run in parallel
Topsort runs next to your existing stack. Live revenue keeps flowing.
Validate
Compare performance side by side with production-safe tests on real traffic.
Shift incrementally
Move surfaces and demand over at your own pace, one placement at a time.
Consolidate
Retire the old systems once Topsort is proven across your commerce surfaces.
No forced replatform. No all-at-once cutover. No unnecessary revenue disruption.
Build your migration plan with a Topsorter.
Talk through your current architecture, platform limitations and priorities. We will map a phased path forward, not a generic rip-and-replace plan.